Practice Relationship To Dp (8.3.3) - Non-Parametric Bayesian Methods - Advance Machine Learning
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Relationship to DP

Practice - Relationship to DP

Learning

Practice Questions

Test your understanding with targeted questions

Question 1 Easy

Describe the Chinese Restaurant Process in your own words.

💡 Hint: Think about a scenario in a restaurant.

Question 2 Easy

What role does the concentration parameter (α) play in the CRP?

💡 Hint: Consider how it affects choices.

4 more questions available

Interactive Quizzes

Quick quizzes to reinforce your learning

Question 1

What does the Chinese Restaurant Process (CRP) represent?

A metaphor for clustering
A cooking recipe
A statistical error
None of these

💡 Hint: Think about what CRP is applied to.

Question 2

True or False: In CRP, a higher concentration parameter (α) would discourage the formation of new clusters.

True
False

💡 Hint: Recall how α affects decision-making.

2 more questions available

Challenge Problems

Push your limits with advanced challenges

Challenge 1 Hard

Given 4 tables with 2, 3, 5, and 1 customer(s) respectively and a concentration parameter α = 3, calculate the probability of a new customer joining an existing table versus starting a new one.

💡 Hint: Use the formulas for each table and sum the probabilities.

Challenge 2 Hard

Discuss how changing the concentration parameter (α) affects the diversity of clusters in a dataset using CRP.

💡 Hint: Think about the dynamics of clustering relative to α.

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Reference links

Supplementary resources to enhance your learning experience.